Defining who "really" invented something is often tricky. For example I mentioned in the article that there is some dispute about who discovered backpropagation. A
According to Wikipedia, Nvidia released its first product, the RV1, in November 1995, the same month 3dfx released its first Voodoo Graphics 3D chip. Is there reason to think the 3dfx card was more of a "true" GPU than the RV1? If not, I'd say Nvidia has as good a claim to inventing the GPU as 3dfx does.
What isn't really true? The passage is about a hypothetical LLM so obviously the exact steps depicted here don't correspond to any particular LLM. But LLMs undoubtedly modify hidden states to reflect context gleaned from other words, right? I don't understand what point you're making.
I discussed this in the final section: "The level of employment across the economy is ultimately driven by macroeconomic factors: If consumers spend more money, then businesses will respond by hiring more workers. The last three years have illustrated how powerful this can be: In the wake of the pandemic, Congress and the Fed worked a little too hard to boost the economy, producing a super-tight labor market and rising inflation. If AI starts replacing workers in the coming years, that will put downward pressure on wages and prices while growing the economic pie. That will give the Fed more leeway to cut interest rates and give Congress more room to raise spending or cut taxes. As long as Congress and the Fed are doing their jobs, there’s no reason for the total number of jobs, economy-wide, to decrease."
My argument that it won't cause mass unemployment is that most jobs in the economy are not jobs AI can automate because (1) they involve physical work that current robots can't do (like plumbers or any of the building trades), or (2) they involve interaction with other human beings (child care workers, nurses, baristas, waiters, etc.). To the extent jobs are eliminated in AI-adjacent sectors, people will need to shift to these other jobs that AI can't do.
According to Wikipedia, Nvidia released its first product, the RV1, in November 1995, the same month 3dfx released its first Voodoo Graphics 3D chip. Is there reason to think the 3dfx card was more of a "true" GPU than the RV1? If not, I'd say Nvidia has as good a claim to inventing the GPU as 3dfx does.